Smoothing Peak System Load via Behavior Prediction in Collaborative Systems with Temporal Data Access Patterns

1. A computer-implemented method of smoothing system loads in a collaborative system, the method comprising: recording a plurality of times at which a first user first accesses a resource relative to a predefined time criteria; averaging the plurality of times to generate determining, based on the recorded times, an average first access time for the resource; preemptively accessing, based on the determined average first access time and a use of the resource being less than a predetermined threshold, the resource on behalf of the first user without an explicit access request from the first user, wherein the preemptively accessing is done on the basis of the average first access time and the use of the resource being below a predetermined threshold; caching first data based on the preemptive access; providing the first user with access to the cached first data; accessing the resource on behalf of a second user without an explicit access request from the second user; caching second data based on the access on behalf of the second user; and discarding the second data following a specified period of time subsequent to caching the second data.

2. The method of claim 1 , wherein the pre-staged user-data comprises resource is an email client, and the first and second data each comprise one or more email messages.

3. The method of claim 1 , wherein the first and second data each comprise one or more documents composed by users of the collaborative system.

4. The method of claim 1 , wherein caching first and second data comprises retrieving the first and second data from a disk-based storage system and caching the retrieved first and second data in a memory.

5. The method of claim 1 , further comprising discarding the first data after the first user has accessed the cached first data.

6. The method of claim 1 , further comprising: determining, for each of a plurality of users of the collaborative system, a respective average first access time; generating, based on the determined plurality of average first access times, a schedule of accesses for each of the plurality of users; and performing the accesses on behalf of the first user and on behalf of the second user according to the generated schedule.

7. The method of claim 6 , further comprising: predicting a peak load period based on the determined plurality of average first access times, wherein generating the schedule of accesses is based on the predicted peak load period.

8. A computer program product for smoothing system loads in a collaborative system, the computer program product comprising: a computer-readable device having computer-readable program code embodied therewith, the computer-readable program code executable by one or more computer processors to: record a plurality of times at which a first user first accesses a resource relative to a predefined time criteria; determine, based on the recorded times, an average first access time for the resource; access, based on the determined average first access time and a use of the resource being less than a predetermined threshold, the resource on behalf of the first user without an explicit access request from the first user; cache first data based on the access; provide the first user with access to the cached first data; access the resource on behalf of a second user without an explicit access request from the second user; cache second data based on the access on behalf of the second user; and discard the second data following a specified period of time subsequent to caching the second data.

9. The computer program product of claim 8 , wherein the resource is an email client, and the first and second data each comprise one or more email messages.

10. The computer program product of claim 8 , wherein the first and second data each comprise one or more documents composed by users of the collaborative system.

11. The computer program product of claim 8 , wherein caching first and second data comprises retrieving the first and second data from a disk-based storage system and caching the retrieved first and second data in a memory.

12. The computer program product of claim 8 , wherein the computer-readable program code is further executable to discard the first data after the first user has accessed the cached first data.

13. The computer program product of claim 8 , wherein the computer-readable program code is further executable to: determine, for each of a plurality of users of the collaborative system, a respective average first access time; generate, based on the determined plurality of average first access times, a schedule of accesses for each of the plurality of users; and perform the accesses on behalf of the first user and on behalf of the second user according to the generated schedule.

14. The computer program product of claim 13 , wherein the computer-readable program code is further executable to: predict a peak load period based on the determined plurality of average first access times, wherein generating the schedule of accesses is based on the predicted peak load period.

15. A system to smooth system loads in a collaborative system, the system comprising: one or more computer processors; a memory containing a program which, when executed by the one or more computer processors, performs an operation comprising: recording a plurality of times at which a first user first accesses a resource relative to a predefined time criteria; determining, based on the recorded times, an average first access time for the resource; accessing, based on the determined average first access time and a use of the resource being less than a predetermined threshold, the resource on behalf of the first user without an explicit access request from the first user; caching first data based on the access; providing the first user with access to the cached first data; accessing the resource on behalf of a second user without an explicit access request from the second user; caching second data based on the access on behalf of the second user; and discarding the second data following a specified period of time subsequent to caching the second data.

16. The system of claim 15 , wherein the resource is an email client, and the first and second data each comprise one or more email messages.

17. The system of claim 15 , wherein the first and second data each comprise one or more documents composed by users of the collaborative system.

18. The system of claim 15 , the operation further comprising discarding the first data after the first user has accessed the cached first data.

19. The system of claim 15 , the operation further comprising: determining, for each of a plurality of users of the collaborative system, a respective average first access time; generating, based on the determined plurality of average first access times, a schedule of accesses for each of the plurality of users; and performing the accesses on behalf of the first user and on behalf of the second user according to the generated schedule.

20. The system of claim 19 , the operation further comprising: predicting a peak load period based on the determined plurality of average first access times, wherein generating the schedule of accesses is based on the predicted peak load period.